AWS Deep Learning refers to the suite of cloud-based tools and services provided by Amazon Web Services (AWS) to support the development, training, and deployment of deep learning models. Deep learning is a subset of machine learning that uses neural networks with many layers to analyze complex patterns in large datasets, enabling tasks such as image recognition, natural language processing, and autonomous systems.